Differentially expressed genes (DEGs) analysis of TCGA data showed that the expression of TIMP3 was downregulated and that of FKBP51 was upregulated in ccRCC and stage IV samples, while MMP7 expression was significantly increased in stage IV samples (Fig. 3c). This evidence concerns the gene MMP7 and nonpapillary renal cell carcinoma.